Zero of fourteen models named Proposify first on the direct prompt; zero named QuoteWerks. Proposify was named by eight of the fourteen models and QuoteWerks by twelve and Proposify carries 12 labels and QuoteWerks 18, so the shares are not directly comparable.
Named in five categories this edition.
Named in three categories this edition.
Share is the count of first choices across the direct, paraphrase, budget and scale prompts over all fourteen models, for a mid-market B2B company; rank is within the category; every quote names the model and the prompt it came from. Both figures come from the CPQ page.
| Model | Direct | Paraphrase | Comparative | Budget-constrained | Scale-constrained | Negative |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | ||||||
| GPT-5.4 mini | ||||||
| Gemini 3.5 Flash | ||||||
| Perplexity Sonar | ||||||
| Grok 4.20 | ||||||
| Mistral Small | ||||||
| DeepSeek V4 Flash | ||||||
| Llama 4 Maverick | ||||||
| Qwen 3.7 Flash | ||||||
| Kimi K2 | ||||||
| GLM 4.7 FlashX | ||||||
| MiniMax M2.5 | ||||||
| GPT-6 Luna | ||||||
| Muse Glimmer 30B |
Bold names in an answer are the products the judge labeled a first choice; a model naming several gives each of them that label. The full answer text for every row is in the record.
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. One of one in this category shown.
“The best CPQ software for a company with a limited budget is PandaDoc or Proposify” Llama 4 Maverick · budget prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Five of six in this category shown.
“Avoid pure enterprise (e.g., Oracle) or very lightweight tools (e.g., basic QuoteWerks)” Grok 4.20 · direct prompt · hard negative
“Avoid If: You're a general B2B company” Kimi K2 · paraphrase prompt · soft negative
“start with Bitrix24 (free) or QuoteWerks ($15/month minimum)” Claude Haiku 4.5 · budget prompt · first choice
“Market-leading for IT resellers and MSPs and listed as a top alternative to Oracle and SAP CPQ” Muse Glimmer 30B · comparative prompt · alternative
“QuoteWerks (Best for QuickBooks/Xero Users) ... offers one-time purchase option.” Qwen 3.7 Flash · budget prompt · alternative
Comparisons are drawn for the top eight products in each category, each against each. The output is the models' output; nothing here is a recommendation by the index.